Tikhonov regularization in Hilbert scales under conditional stability assumptions

被引:23
作者
Egger, H. [1 ]
Hofmann, B. [2 ]
机构
[1] Tech Univ Darmstadt, Dept Math, Dolivostr 15, D-64293 Darmstadt, Germany
[2] TU Chemnitz, Fac Math, D-09107 Chemnitz, Germany
关键词
nonlinear inverse problems; conditional stability; Tikhonov regularization; discrepancy principle; convergence rates; Hilbert scales; ILL-POSED PROBLEMS;
D O I
10.1088/1361-6420/aadef4
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Conditional stability estimates allow us to characterize the degree of illposedness of many inverse problems, but without further assumptions they are not sufficient for the stable solution in the presence of data perturbations. We here consider the stable solution of nonlinear inverse problems satisfying a conditional stability estimate by Tikhonov regularization in Hilbert scales. Order optimal convergence rates are established for a priori and a posteriori parameter choice strategies. The role of a hidden source condition is investigated and the relation to previous results for regularization in Hilbert scales is elaborated. The applicability of the results is discussed for some model problems, and the theoretical results are illustrated by numerical tests.
引用
收藏
页数:17
相关论文
共 17 条
[1]   One new strategy for a priori choice of regularizing parameters in Tikhonov's regularization [J].
Cheng, J ;
Yamamoto, M .
INVERSE PROBLEMS, 2000, 16 (04) :L31-L38
[2]   The index function and Tikhonov regularization for ill-posed problems* [J].
Cheng, Jin ;
Hofmann, Bernd ;
Lu, Shuai .
JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2014, 265 :110-119
[3]   Local analysis of inverse problems: Holder stability and iterative reconstruction [J].
de Hoop, Maarten V. ;
Qiu, Lingyun ;
Scherzer, Otmar .
INVERSE PROBLEMS, 2012, 28 (04)
[4]  
Egger Herbert, 2008, Journal of Physics: Conference Series, V124, DOI 10.1088/1742-6596/124/1/012022
[5]   On ill-posedness concepts, stable solvability and saturation [J].
Hofmann, Bernd ;
Plato, Robert .
JOURNAL OF INVERSE AND ILL-POSED PROBLEMS, 2018, 26 (02) :287-297
[6]   Tikhonov regularization with oversmoothing penalty for non-linear ill-posed problems in Hilbert scales [J].
Hofmann, Bernd ;
Mathe, Peter .
INVERSE PROBLEMS, 2018, 34 (01)
[7]   On the interplay of source conditions and variational inequalities for nonlinear ill-posed problems [J].
Hofmann, Bernd ;
Yamamoto, Masahiro .
APPLICABLE ANALYSIS, 2010, 89 (11) :1705-1727
[8]   Verification of a variational source condition for acoustic inverse medium scattering problems [J].
Hohage, Thorsten ;
Weidling, Frederic .
INVERSE PROBLEMS, 2015, 31 (07)
[9]  
Morozov V.A., 1984, METHODS SOLVING INCO
[10]   ERROR-BOUNDS FOR TIKHONOV REGULARIZATION IN HILBERT SCALES [J].
NATTERER, F .
APPLICABLE ANALYSIS, 1984, 18 (1-2) :29-37